Pith Number

pith:5KGG4QPB

pith:2023:5KGG4QPBA3JRU65T7BVLYNVFPO

not attested not anchored not stored refs pending

LISA++: An Improved Baseline for Reasoning Segmentation with Large Language Model

Bohao Peng, Jiaya Jia, Senqiao Yang, Shu Liu, Tianyuan Qu, Xin Lai, Zhuotao Tian

arxiv:2312.17240 v3 · 2023-12-28 · cs.CV

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\usepackage{pith}
\pithnumber{5KGG4QPBA3JRU65T7BVLYNVFPO}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

24 papers in Pith

Vision as Unified Multimodal Generation

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

CABLE: Cloud-Assisted Bandwidth-efficient LMM-based Encoding for V2X Systems

Reason Twice: Segmentation via Candidate Discovery and Comparative Reasoning

MedSIGHT: Towards Grounded Visual Comprehension in Medical Large Vision-Language Models

Receipt and verification

First computed	2026-07-05T07:36:05.268687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea8c6e41e106d31a7bb3f86abc36a57ba69524f88d75e42365feec9374ce7287

Aliases

arxiv: 2312.17240 · arxiv_version: 2312.17240v3 · doi: 10.48550/arxiv.2312.17240 · pith_short_12: 5KGG4QPBA3JR · pith_short_16: 5KGG4QPBA3JRU65T · pith_short_8: 5KGG4QPB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/5KGG4QPBA3JRU65T7BVLYNVFPO \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: ea8c6e41e106d31a7bb3f86abc36a57ba69524f88d75e42365feec9374ce7287

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20d36c72523bf370775b936dbd7b82fdab4e75ddacdf7c86c3502ab53e170be5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-28T18:58:33Z",
    "title_canon_sha256": "c1ab303672fd64cdadf96d71264ec550d2145bb6503b0f341d140267495fdeeb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.17240",
    "kind": "arxiv",
    "version": 3
  }
}